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Fundamental Statistical Concepts and Techniques in the Biological and Environmental Sciences: With jamovi de A. Bradley Duthie

Fundamental Statistical Concepts and Techniques in the Biological and Environmental Sciences: With jamovi

Autor A. Bradley Duthie
en Limba Engleză Paperback – 8 oct 2024
Fundamental Statistical Concepts and Techniques in the Biological and Environmental Sciences: With jamovi is an introductory textbook for learning statistics. It starts with the very basics and prioritises helping the reader to develop a conceptual understanding of statistics, and apply the most fundamental statistical tools. New concepts are introduced with examples designed to be familiar to the reader, serving as a useful starting point for exploring more abstract concepts.
Key Features:
  • Designed to be accessible for students learning statistics in biological and environmental sciences.
  • Utilizes the statistical software jamovi to explore new concepts.
  • Prioritizes good statistical judgement over adherence to protocols.
This book will be useful to students beginning their study of statistical concepts in biological and environmental sciences, whilst also acting as an insightful resource for teachers using jamovi in the classroom.  Fundamental Statistical Concepts and Techniques in the Biological and Environmental Sciences: With jamovi is a valuable resource for anyone who wishes to understand and apply statistical techniques commonly used in the biological and environmental sciences.
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Specificații

ISBN-13: 9781032687186
ISBN-10: 1032687185
Pagini: 364
Ilustrații: 224
Dimensiuni: 156 x 234 x 24 mm
Greutate: 0.67 kg
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC
Locul publicării:Boca Raton, United States

Public țintă

Postgraduate, Undergraduate Advanced, and Undergraduate Core

Cuprins

Preface  1. Background mathematics  2. Data organisation  3. Practical. Preparing data  4. Populations and samples  5. Types of variables  6. Accuracy, precision, and units  7. Uncertainty propagation  8. Practical. Introduction to jamovi  9. Decimal places, significant figures, and rounding  10. Graphs  11. Measures of central tendency  12. Measures of spread  13. Skew and Kurtosis  14. Practical. Plotting and statistical summaries in jamovi  15. Introduction to probability models  16. The Central Limit Theorem (CLT)  17. Practical. Probability and simulation  18. Confidence intervals (CIs)  19. The t-interval  20. Practical. z- and t- intervals  21. What is hypothesis testing?  22. The t-test  23. Practical. Hypothesis testing and t-tests  24. Analysis of variance  25. Multiple comparisons  26. Kruskall-Wallis H test  27. Two-way ANOVA  28. Practical. ANOVA and associated tests  29. Frequency and count data  30. Correlation  31. Practical. Analysis of counts and correlations  32. Simple linear regression  33. Multiple regression  34. Practical. Using regression  35. Randomisation  Appendix   A. Answers to chapter exercises  B. Uncertainty derivation  Bibliography  Index

Notă biografică

A. Bradley Duthie is a Lecturer in Environmental Modelling at the University of Stirling, Scotland, UK. He completed undergraduate degrees in Biology and Philosophy at Southern Illinois University Edwardsville. He earned his PhD in Ecology and Evolutionary Biology from Iowa State University with a graduate minor in Statistics. His research focuses primarily on theory and modelling in ecology and evolutionary biology with particular interests in evolutionary ecology and community ecology. He contributes to several research projects as a biostatistician and wrote and maintains two R packages for agentbased modelling.

Descriere

This is an introductory textbook for learning statistics. It helps the reader develop a conceptual understanding of statistics. New concepts are introduced with examples designed to be familiar to the reader, serving as a useful starting point for exploring more abstract concepts.